{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://blog.csdn.net/qq_34337272/article/details/79555544\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy.random import randn\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.简单图形绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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UT6ckdAq4I2zvArMegmX/Dzx8B9MKmgpdRBKyc/9OJsyfwC/+8gv2le4LZMw2Tdpwz4B7uLX/j6GsUSBj1gUqdBGJy4HSAzxT8AwPzn2Qrfu2BjJm4/qNue2C2xh18SiOa3wctya+iXqdokIXkRop93JeWfYKY2aNYdWOVYGMWc/qcX3P67l/4P2hOBVcqqjQRSRms1fNZmT+yITP43m4K0+7kvGDx3P2CWcHNmZdpUKv6+rvhw4fQsv10HA3lLSHbd1ge1egSarTSZpYsmkJo2aO4p0V7wQ2Zr8O/Zg4ZCKX5FwS2Jh1nQq9jnF3lhUvY0bhDPhhPuS8Bw0q/yKrwxMn0bV1V7q17ha5HP/Xn22atAnNiXWlamt3ruWeOfcw7dNpOMEciumU40/h4UEP849n/aNeQwFTodcBm0o2MXPlTGasnEF+YT5FJdEDZZ567Mdt2L2BDbs3MO+beUfd17JRyyrLvmPLjqE/M0zYbd+3nfHzxvPLD3/JgbIDgYyZ3TSbey+5lxHnjaBhVsNAxpQj6V0XQvtL9zPvm3nMKJzBjMIZfLrp08DnsevALhZvXMzijYuPuq9+vfrktMo5quy7tu5K19ZdadawWeB5JCD190Pfp+j2q4fYvj+Yk5A1bdCU2y+8nTsuuoOWjVoGMqZUToUeAu7OZ5s/I78wnxkrZzB3zVz2l+5PWZ7S8lJWbFvBim0rKr3/xOYnHrlUHy37bsd3I7tptj6Gp4KVwzn/A4PuhlZr2B7AyyfLsrih1w2MHTiW9i3aJz6gVEuFnqE2lmyMrEYpnEH+ynw2lmxMdaSYbSzZyMaSjcxfO/+o+5o3bH7UUj1du8H2brCzM5TrJRu4rvmQOxLaH/1pK15XnX4Vjwx+hDOzzwxsTKme3h0ZYt+hfbz/zfsVS+FLNi1JdaSkKDlYwqebPj1yNdF10Z9l9WHnyZGtcFZfCsv+KVL0Ep8TF0eKvFt+YENe2PFCJuZOpH/n/oGNKbFToacpd2fJpiUVS+Bz18wN7MupjJVVCscXRi6nzIDBY2DxcNbufIBOx3VKdbqMsWbHGrj6bjj3hcDGPK3NaYwfPJ6hZwzVKrMUUqGnkaLdReSvzI9cCvMTOut5nWAOvaZw2q9/zy3n38Lo/qNp1bhVqlOlrW37tvHQ3If49ce/hnMPBjJmu2btGDtwLDf0uoEGWQ0CGVPiZ+61d5rPPn36eEFBQVyPjeU//Vr8p1SpJjn3HtrL+2ver1gK/2zzZ8kNF3LHNzmeu753Fzf1vYlG9Wv/gE7p+hrdd2gf//XRf/HIvEfYsX9HIGM2a9CMn1/0c26/6HaaN2weyJiVqe5vmg7veUj+c29mC929T7XTqdCDdcycVg7tljDh1cjmhPO+mZc+q1GKz4Tis+C4NZFVGk2C2WQtFXJa5TDu0nEMO2cY9az2Drmabq/RsvIyXljyAvfMuYe1u9YGMmaWZTHivBHcd8l9tGveLpAxj0WF/u34KvSUOCpniw2RrQi6zYh8+dQsoPMpJqht07Zs+TAXCnNhZS7s6njkBI23U1C4ksLthRRuK4z83F7Iyu0rWbtzbWB7DSZTrxN7MTF3IkO6DqmV+aXLa9TdeWfFO4yaOSrQT33/cOY/8PDghzmtzWmBjVkdFfq346vQU8Ia7oWT50YLfAacsCzVkQBomNWQ/p37k9c1j9xuufQ8sSdZ9Y699FrV3/NA6QFW71h9RNmv3L6y4mcqt4GvTF63PCYMmUDPE3smdT7p8BpduGEhI2eOZPaq2YGN2b9zfyYOmciFnS4MbMxYqdC/Hb8WCt3MVgO7gTKgtLoZhrHQy72cxRsXV6wHn/31PKgfzBdOiTo7+2zyuuWR2zWXAScPOGoPzWS8Wcq9nKLdRZWWfeG2wsCOm11ThnFNj2t48NIHObnVycmZRwpfo6u2r+Ku2Xfx0tKXAhvzjLZnMGHIBP72tL9N2ZYrKvRvx6+9Qu/j7ltimT4shb5u17qK7cFnrpzJlr0x/fOTLrtpNrndcsnrmseQrkOqPa50Kt4sO/fvrCj3iqKPXl+7a21wpy6rQsOshtzc72bGfG8MxzcJ9ozxqXiNbtm7hXFzx/Gbj3/DofJDwQy6uz2Tht3P9b2uT/kxeVTo346vQg/MnoN7eG/NexXHRlm+ZXlyZlRDjbIaRVajdMsjr1sePdr1qNGXgOn2ZjlYdpDVO1ZHiv6w9fZvvV8IrVdWeVTIeLRq3Iox/cdw8/k307h+40DGrM3X6N5De/nlX37J+Pnj2XVgVzCDHmgB80fCgtvwg+lxvJ10e41WJSyFvgrYDjjwrLtPOtb0mVLo5V7OoqJFFUvh87+ZH9zST4LOOeEccrvmktctj++d/D2aNmga91iZ9WZxaLUaLp4I5/0W6gVzbrJOLTsxbtA4fnjOD8mql5XQWLXxGi0rL2Pqp1O5d869rN+9PrHBKgatDwU/gffugb3ZQLo991XLlJyQGYXewd3Xm9kJQD5ws7vP/c40I4ARAJ07dz5vzZo1cc6r+mkS+YOt3bm2Yj34zJUzU7au97vaNWtHbrdccrvmMqTrEE5qcVJgY2fsm6XNlzDkTjjzj4HNo0e7HkwYMoHvd/t+3OuLk/kadXemfz2dUTNHsaw4wC/al/4AZj8E2075zvyCm0UiMvY1Wom0L/TvzHAsUOLuj1U1TTotoZccLOHd1e9WlPgXW76IK1fQGmU1YsDJAypWo5xzwjlJ+0Iq498sneZHjkXS+YPA5jW4y2Am5k6kd/veNX5sst7UH63/iJH5I3lvzXs1f3BVVl8C+RNhfb9K70775z4qU3JCmhe6mTUD6rn77ujv+cAD7l7lOapSWehl5WUsKloUWQ++cgYL1i5Im9UoPdr1IK9rpMD7d+5Pkwa1c+q3cLxZnD8uf5PRM0fz5dYvA5vnsO7DeGjQQ3Rp3SXmxwT9pl6xbQVjZo3hD5//IfYHVePs7LOZMGQCV55+BVB14Mx47jMnJ6R/oXcFvv3MWx/4H3d/6FiPqe1CX7NjDfkr85lROINZq2axbd+2uOYdtBObn1ixHnxI1yGc2PzElOQIy5vFPXIM9smLJjP2vbGBHUq4Qb0G3NT3Ju4ecDdtmrZJOCfE9jfdvGczD773IM8sfIbS8tIYklavQ4sOPHDpAww/dzhZ9bJC9dyng4wv9Hgku9B37t/Fu6vfrfgy86utX8U1r8AdagxrLonslVmYR/nG7mlxRLqwvFkOz1lysIQnFjzBox88SsnBkkDm37JRS+7sfye3nH/LMT89Jfqm3nNwD0/+5Ukmzp/I7oO740h6tJaNWjL64tHccsEtR3yBHsbnPpVU6DVU6R/MyuCkgord6ut3WRDYEk3CinpCYV5kt/pv+kPpXzeNy5QXYSbn3FSyiQfnPsizC59N2lJuTXNC5VlLy0t57pPnGPvu2L+e7zVB3366uGvAXbRt2vao+8P83KeCCr2GKv5grVb/dbf6LrOgSTBHj0tU++btyeuWx9R782DlYNhT9YGLMuVFGIacX2/9mjGzx/Dq568Glqf7Cd0ZP3g8V5x6xRGftGr6pnZ33vryLUbPGh3ol/LDug9j3KBxkbM9VaEuPPe1SYUeo10HdjFn1RyG3h4t8TaVn6eytjWp34RLci6p+DLzrOyzMLO02qO1OmF5s8SS88N1HzJy5kjmrplb/cQxGpgzkIlDJtK3Q1+gZm/qBWsXMHLmSOZ9My+wPIO6DGLikImcd9J51U5bl5772qBCj9GP3vwRzy9+PkmJaqZ3+94VX2Ze1OmiSvcwVKEHL6ic7s7bX73N6Fmj+bz488SDRf3g7B/w8KCHOaVN9afD+3LLV9w5605eX/56YPOPZxv6uvbcJ5sKPUa/X/p7hr02LEmJjq1Diw4VB7ca0nUI2c2yq32MCj14QecsLS9l6uKp3PvuvWzYvSH+YIepX68+pQuO3NvyCM02wcD7yeo3iTIPbi/XBy99kGt6XFPjvVzr6nOfLCr0GBXvKeaEx05IUqIjNW3QlIE5AysOMXtm2zNrvDWKCj14ycq599BefvGXXzB+3vjAtio5/HgoHGoGDUvgoscil4Z7ApnFcY2O467v3cXP+v0s7n0W6vpzHzQVeg2cN+k8FhUtCjyPYfRu37tir8wLO16Y8KnLVOjBS3bO4j3FjJs7jqcLng70iIUsuQbOnQbNgzk3bJBHitRzH6x0KfSMOEl0Xte8wAq9Y8uOFV9kDu46uNJNuqRuyW6WzS8v/yX/cf5/cNfsu3h52cuJD9qiCC5+NPFxiCx4/LDHD3nw0gfJaZUTyJgSThmxhD571WwGTxsc1zybNWjGpV0urfgy8/Q2pyd1px4toQevtnN+vP5jRs0cxZzVc4IdOA65XXOZMGQCvdr3CnRcPffB0hJ6DVzc6WI41CSm42EbRp+T+lR8mXlhpwtpmNWwFlJKWPTt0JdZ183inRXvMHLmSJZuXlrrGXqe2JOJQyaS2y231uctmSsjCr1R/UaweiCc+n+VT7CjMxTm8cojeQzqMiim426IHIuZcfmpl5PXLY//XvLf3DPnHtbtWpf0+Z583MmMGzSOfznnX2p0shIRyJBVLgB24ZNw2X9GrhxoDqsvjexaX5gHW08FLC0+fmmVS/DSIee+Q/v41Ye/4pF5j7DzwM7Ax2/duDV3D7ibn/b9aWBnUDqWdPibxiIsOUFbuRzB2nwd2WKgMA/WXQDlDY6aJh2eXBV68NIp59a9W3n4/Yf59ce/5mBZ4icDb5TViFvOv4XR/UfTuknrABLGJp3+pscSlpygQj9CphRlpuSE8LxZUpFz9Y7V3D37bl787MW4Hm8Y1517HQ9c+gCdj+sccLoY5p+Gf9PKhCUn1E6hayWdSBxyWuXwwt+/wMIRCxnSdUiNHnv5KZez+MeLmTJ0SkrKXMJLhS6SgN7te5N/bT5/vubPsPHcY0+84TxmXTeL6T+cTo92PWonoNQpKnSRAOR1y4NnF8Hr02Dz2UfeubEHvPo/8NuPGNRlUGoCSp2QEZstimQErwdLro1c2nwJTbfC3raw9bRUJ5M6QoUukgxbT4etqQ4hdY1WuYiIhERChW5ml5nZl2a2wsxGBxVKRERqLu5CN7Ms4CngcuAsYJiZnRVUMBERqZlEltD7ASvcfaW7HwR+D1wVTCwREampRAq9A7D2sOvroreJiEgKJH0rFzMbAYyIXi0xsy8DGrotsOXIeQU0cvCOyKqcCcvInJA5WZUzYUE/9yfHMlEihb4e6HTY9Y7R247g7pOASQnMp1JmVhDLsQ3SQaZkVc5gZUpOyJysynlsiaxy+Rg41cy6mFlD4J+Bt4KJJSIiNRX3Erq7l5rZz4A/A1nAc+6+LLBkIiJSIwmtQ3f36cD0gLLUVOCrcZIoU7IqZ7AyJSdkTlblPIZaPR66iIgkj3b9FxEJiYwrdDN7zsw2m1ntn4q9Bsysk5nNMbPPzWyZmd2S6kxVMbPGZvaRmX0azXp/qjMdi5llmdknZvZ2qrNUxcxWm9lnZrbYzOI7TVctMLNWZvaqmX1hZsvN7MJUZ6qMmZ0e/Vt+e9llZremOldlzOy26PtoqZm9ZGbJP0nst/POtFUuZjYAKAGmuXv3VOepipm1B9q7+yIzawEsBIa6++cpjnYUMzOgmbuXmFkDYB5wi7v/JcXRKmVm/wn0AVq6+5WpzlMZM1sN9HH3LdVNm0pmNhV4391/F91aram770h1rmOJHnZkPXC+u69JdZ7DmVkHIu+fs9x9n5m9Akx39ym1Mf+MW0J397nAtlTnqI67F7n7oujvu4HlpOmetB5REr3aIHpJy//pzawj8DfA71KdJdOZ2XHAAGAygLsfTPcyjxoMFKZbmR+mPtDEzOoDTYENtTXjjCv0TGRmOUAv4MPUJqladDXGYmAzkO/u6Zr1F8BIoDzVQarhwAwzWxjdWzoddQGKgeejq7B+Z2bNUh0qBv8MvJTqEJVx9/XAY8A3QBGw091n1Nb8VehJZmbNgdeAW919V6rzVMXdy9y9J5E9fvuZWdqtzjKzK4HN7r4w1Vli0N/dexM5GulN0VWF6aY+0Bt42t17AXuAtD4MdnS10N8Bf0h1lsqYWWsiBynsApwENDOza2pr/iqWMmgCAAABZElEQVT0JIquj34NeNHdX091nlhEP3LPAS5LdZZKXAz8XXT99O+BQWb2QmojVS66pIa7bwb+SOTopOlmHbDusE9jrxIp+HR2ObDI3TelOkgVhgCr3L3Y3Q8BrwMX1dbMVehJEv2icTKw3N2fSHWeYzGzbDNrFf29CZALfJHaVEdz9zvdvaO75xD52D3b3Wtt6SdWZtYs+kU40VUYeUDabZXl7huBtWZ2evSmwUDafWn/HcNI09UtUd8AF5hZ02gHDCby/VmtyLhCN7OXgAXA6Wa2zsxuSHWmKlwMXEtkKfLbTa2uSHWoKrQH5pjZEiLH6Ml397TdJDADtAPmmdmnwEfA/7r7OynOVJWbgRejz31P4OEU56lS9D/HXCJLvWkp+mnnVWAR8BmRjq21vUYzbrNFERGpXMYtoYuISOVU6CIiIaFCFxEJCRW6iEhIqNBFREJChS4iEhIqdBGRkFChi4iExP8HSX48+P5wJ0kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 根据坐标点绘制\n",
    "\n",
    "x = np.array([1,2,3,4,5,6,7,8])\n",
    "y = np.array([3,5,7,6,2,6,10,15])\n",
    "plt.plot(x,y,'r')# 折线 1 x 2 y 3 color\n",
    "plt.plot(x,y,'g',lw=10)# 4 line w\n",
    "\n",
    "# 折线 饼状 柱状\n",
    "x = np.array([1,2,3,4,5,6,7,8])\n",
    "y = np.array([13,25,17,36,21,16,10,15])\n",
    "plt.bar(x,y,0.2,alpha=1,color='b')# 5 color 4 透明度 3 0.9\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-1, 1,66)\n",
    "## 绘制y=2x+1函数的图像\n",
    "y = 2 * x + 1\n",
    "plt.plot(x, y)\n",
    "plt.show()\n",
    "\n",
    "## 绘制x^2函数的图像\n",
    "y = x**2\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.figure的简单使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-1, 1, 50)\n",
    "\n",
    "# figure 1\n",
    "y1 = 2 * x + 1\n",
    "plt.figure()\n",
    "plt.plot(x, y1)\n",
    "\n",
    "# figure 2\n",
    "y2 = x**2\n",
    "plt.figure()\n",
    "plt.plot(x, y2)\n",
    "\n",
    "# figure 3，指定figure的编号并指定figure的大小, 指定线的颜色, 宽度和类型\n",
    "y2 = x**2\n",
    "plt.figure(num = 5, figsize = (4, 4))\n",
    "plt.plot(x, y1)\n",
    "plt.plot(x, y2, color = 'red', linewidth = 1.0, linestyle = '--')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.cla() # 清除坐标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.clf() # 清除图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.设置坐标轴"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制普通图像\n",
    "x = np.linspace(-1, 1, 50)\n",
    "y1 = 2 * x + 1\n",
    "y2 = x**2\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, y1)\n",
    "plt.plot(x, y2, color = 'red', linewidth = 1.0, linestyle = '--')\n",
    "\n",
    "# 设置坐标轴的取值范围\n",
    "plt.xlim((-1, 1))\n",
    "plt.ylim((0, 3))\n",
    "\n",
    "# 设置坐标轴的lable\n",
    "# 标签里面必须添加字体变量：fontproperties='SimHei',fontsize=14。不然可能会乱码\n",
    "plt.xlabel(u'这是x轴',fontproperties='SimHei',fontsize=14)\n",
    "plt.ylabel(u'这是y轴',fontproperties='SimHei',fontsize=14)\n",
    "\n",
    "plt.xticks(np.linspace(-1, 1, 5))\n",
    "\n",
    "# 获取当前的坐标轴, gca = get current axis\n",
    "ax = plt.gca()\n",
    "# 设置右边框和上边框\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "# 设置x坐标轴为下边框\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "# 设置y坐标轴为左边框\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "# 设置x轴, y周在(0, 0)的位置\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "ax.spines['left'].set_position(('data', 0))\n",
    "\n",
    "# 设置坐标轴label的大小，背景色等信息\n",
    "for label in ax.get_xticklabels() + ax.get_yticklabels():\n",
    "    label.set_fontsize(12)\n",
    "    label.set_bbox(dict(facecolor = 'green', edgecolor = 'None', alpha = 0.7))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4.设置legend图例"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.添加注解和绘制点以及在图形上绘制线或点"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 绘制普通图像\n",
    "x = np.linspace(-3, 3, 50)\n",
    "y = 2 * x + 1\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 将上、右边框去掉\n",
    "ax = plt.gca()\n",
    "ax.spines['right'].set_color('none')\n",
    "ax.spines['top'].set_color('none')\n",
    "\n",
    "# 设置x轴的位置及数据在坐标轴上的位置\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "ax.spines['bottom'].set_position(('data', 0))\n",
    "# 设置y轴的位置及数据在坐标轴上的位置\n",
    "ax.yaxis.set_ticks_position('left')\n",
    "ax.spines['left'].set_position(('data', 0))\n",
    "\n",
    "# 定义(x0, y0)点\n",
    "x0 = 1\n",
    "y0 = 2 * x0 + 1\n",
    "\n",
    "# 绘制(x0, y0)点\n",
    "plt.scatter(x0, y0, s = 50, color = 'blue')\n",
    "# 绘制虚线\n",
    "plt.plot([x0, x0], [y0, 0], 'k--', lw = 2.5)\n",
    "# 绘制注解一\n",
    "plt.annotate(r'$2 * x + 1 = %s$' % y0, xy = (x0, y0), xycoords = 'data',\n",
    "             xytext = (+30, -30), textcoords = 'offset points',\n",
    "             fontsize = 16, arrowprops = dict(arrowstyle = '->', connectionstyle = 'arc3, rad = .2'))\n",
    "\n",
    "# 绘制注解二\n",
    "plt.text(-3, 3, r'$Test\\ text. \\mu \\sigma_i, \\alpha_i$', fontdict = {'size': 16, 'color': 'red'})\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 6.绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据个数\n",
    "n = 1024\n",
    "# 均值为0, 方差为1的随机数\n",
    "x = np.random.normal(0, 1, n)\n",
    "y = np.random.normal(0, 1, n)\n",
    "\n",
    "# 计算颜色值\n",
    "color = np.arctan2(y, x)\n",
    "# 绘制散点图\n",
    "sca = plt.scatter(x, y, s = 75, c = color, alpha = 0.5)\n",
    "# 设置坐标轴范围\n",
    "plt.xlim((-1.5, 1.5))\n",
    "plt.ylim((-1.5, 1.5))\n",
    "\n",
    "# 不显示坐标轴的值\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fa9ff59aa20>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 如何隐藏散点图中的点\n",
    "\n",
    "x = np.arange(100)\n",
    "y = np.random.rand(100)\n",
    "mask = y > 0.5\n",
    "plt.scatter(x[mask], y[mask])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 隐藏整个散点图\n",
    "sca.set_visible(False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 7.绘制柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数据数目\n",
    "n = 10\n",
    "x = np.arange(n)\n",
    "# 生成数据, 均匀分布(0.5, 1.0)之间\n",
    "y1 = (1 - x / float(n)) * np.random.uniform(0.5, 1.0, n)\n",
    "y2 = (1 - x / float(n)) * np.random.uniform(0.5, 1.0, n)\n",
    "\n",
    "# 绘制柱状图, 向上\n",
    "plt.bar(x, y1, facecolor = 'blue', edgecolor = 'white')\n",
    "# 绘制柱状图, 向下\n",
    "plt.bar(x, -y2, facecolor = 'green', edgecolor = 'white')\n",
    "\n",
    "\n",
    "temp = zip(x, y2)\n",
    "# 在柱状图上显示具体数值, ha水平对齐, va垂直对齐\n",
    "for x, y in zip(x, y1):\n",
    "    plt.text(x + 0.05, y + 0.1, '%.2f' % y, ha = 'center', va = 'bottom')\n",
    "\n",
    "for x, y in temp:\n",
    "    plt.text(x + 0.05, -y - 0.1, '%.2f' % y, ha = 'center', va = 'bottom')\n",
    "\n",
    "# 设置坐标轴范围\n",
    "plt.xlim(-1, n)\n",
    "plt.ylim(-1.5, 1.5)\n",
    "# 去除坐标轴\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 8.绘制登高线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 定义等高线高度函数\n",
    "def f(x, y):\n",
    "    return (1 - x / 2 + x ** 5 + y ** 3) * np.exp(- x ** 2 - y ** 2)\n",
    "\n",
    "# 数据数目\n",
    "n = 256\n",
    "# 定义x, y\n",
    "x = np.linspace(-3, 3, n)\n",
    "y = np.linspace(-3, 3, n)\n",
    "\n",
    "# 生成网格数据\n",
    "X, Y = np.meshgrid(x, y)\n",
    "\n",
    "\n",
    "# 填充等高线的颜色, 8是等高线分为几部分\n",
    "plt.contourf(X, Y, f(X, Y), 8, alpha = 0.75, cmap = plt.cm.hot)\n",
    "# 绘制等高线\n",
    "C = plt.contour(X, Y, f(X, Y), 8, colors = 'black')\n",
    "# 绘制等高线数据\n",
    "plt.clabel(C, inline = True, fontsize = 10)\n",
    "\n",
    "# 去除坐标轴\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 9.绘制图像"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    " # 定义图像数据\n",
    "a = np.linspace(0, 1, 9).reshape(3, 3)\n",
    "# 显示图像数据\n",
    "plt.imshow(a, interpolation = 'nearest', cmap = 'bone', origin = 'lower')\n",
    "# 添加颜色条\n",
    "plt.colorbar()\n",
    "# 去掉坐标轴\n",
    "plt.xticks(())\n",
    "plt.yticks(())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 10.绘制3D图形"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 11.subplot绘制多图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()\n",
    "\n",
    "# 绘制第一个图\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.plot([0, 1], [0, 1])\n",
    "# 绘制第二个图\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.plot([0, 1], [0, 1])\n",
    "# 绘制第三个图\n",
    "plt.subplot(2, 2, 3)\n",
    "plt.plot([0, 1], [0, 1])\n",
    "# 绘制第四个图\n",
    "plt.subplot(2, 2, 4)\n",
    "plt.plot([0, 1], [0, 1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10.0 4.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 这种方式无法合并\n",
    "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(10, 4))\n",
    "print(fig.get_figwidth(), fig.get_figheight())\n",
    "axes[0,0].plot([0, 1], [0, 1], linestyle='--')\n",
    "axes[0,1].plot([0, 1], [0, 1], 'ko--')\n",
    "axes[1,0].plot([0, 1], [0, 1], color='k', marker='o', linestyle='--')\n",
    "axes[1,1].plot([0, 1], [0, 1], color='b', linestyle='dashed')\n",
    "axes[0,0].set_xticks(())\n",
    "axes[0, 0].locator_params(\"x\", nbins = 6)\n",
    "from matplotlib.ticker import MultipleLocator\n",
    "# axes[0, 0].xaxis.set_major_locator(MultipleLocator(20))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 12.figure绘制多图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 定义figure\n",
    "plt.figure()\n",
    "# figure分成3行3列, 取得第一个子图的句柄, 第一个子图跨度为1行3列, 起点是表格(0, 0)\n",
    "ax1 = plt.subplot2grid((3, 3), (0, 0), colspan = 3, rowspan = 1)\n",
    "ax1.plot([0, 1], [0, 1])\n",
    "ax1.set_title('Test')\n",
    "\n",
    "# figure分成3行3列, 取得第二个子图的句柄, 第二个子图跨度为1行3列, 起点是表格(1, 0)\n",
    "ax2 = plt.subplot2grid((3, 3), (1, 0), colspan = 2, rowspan = 1)\n",
    "ax2.plot([0, 1], [0, 1])\n",
    "\n",
    "# figure分成3行3列, 取得第三个子图的句柄, 第三个子图跨度为1行1列, 起点是表格(1, 2)\n",
    "ax3 = plt.subplot2grid((3, 3), (1, 2), colspan = 1, rowspan = 1)\n",
    "ax3.plot([0, 1], [0, 1])\n",
    "\n",
    "# figure分成3行3列, 取得第四个子图的句柄, 第四个子图跨度为1行3列, 起点是表格(2, 0)\n",
    "ax4 = plt.subplot2grid((3, 3), (2, 0), colspan = 3, rowspan = 1)\n",
    "ax4.plot([0, 1], [0, 1])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 13. figure图的嵌套"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 定义figure\n",
    "fig = plt.figure()\n",
    "\n",
    "# 定义数据\n",
    "x = [1, 2, 3, 4, 5, 6, 7]\n",
    "y = [1, 3, 4, 2, 5, 8, 6]\n",
    "\n",
    "# figure的百分比, 从figure 10%的位置开始绘制, 宽高是figure的80%\n",
    "left, bottom, width, height = 0.1, 0.1, 0.8, 0.8\n",
    "# 获得绘制的句柄\n",
    "ax1 = fig.add_axes([left, bottom, width, height])\n",
    "# 绘制点(x,y)\n",
    "ax1.plot(x, y, 'r')\n",
    "ax1.set_xlabel('x')\n",
    "ax1.set_ylabel('y')\n",
    "ax1.set_title('test')\n",
    "\n",
    "# 嵌套方法一\n",
    "# figure的百分比, 从figure 10%的位置开始绘制, 宽高是figure的80%\n",
    "left, bottom, width, height = 0.2, 0.6, 0.25, 0.25\n",
    "# 获得绘制的句柄\n",
    "ax2 = fig.add_axes([left, bottom, width, height])\n",
    "# 绘制点(x,y)\n",
    "ax2.plot(x, y, 'r')\n",
    "ax2.set_xlabel('x')\n",
    "ax2.set_ylabel('y')\n",
    "ax2.set_title('part1')\n",
    "\n",
    "# 嵌套方法二\n",
    "plt.axes([bottom, left, width, height])\n",
    "plt.plot(x, y, 'r')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.title('part2')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 14. 其他"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 14.1 交互模式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 打开交互模式\n",
    "plt.ion()  \n",
    "# do some thing\n",
    "# 显示前关掉交互模式\n",
    "plt.ioff()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 14.2 清空坐标里的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "for item in ax2.collections :\n",
    "    item.remove()\n",
    "del ax.collections[:]\n",
    "\n",
    "plt.show()"
   ]
  }
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